A method, computer program product, and a fail recognition apparatus are disclosed for debugging one or more simulation fails in processor design verification that in one or more embodiments includes determining whether a prediction model exists; retrieving, in response to determining the prediction model exists, the prediction model; predicting one or more bug labels using the prediction model; determining whether a fix is available for the one or more predicted bug labels; and simulating, in response to determining the fix is available for the one or more predicted bug labels, the fix for the one or more predicted bug labels.